Table 7 Optimization results of different intelligent algorithms in test function.
Statistics | Algorithm | F1 | F2 | F3 | F4 | F5 | F6 |
|---|---|---|---|---|---|---|---|
Average | ISSA | 0.0 | \(1.63\times {10}^{-266}\) | 0.0 | 0.0 | 0.0 | \(4.44\times {10}^{-16}\) |
SSA | \(2.63\times {10}^{-10}\) | \(3.22\times {10}^{-06}\) | \(7.68\times {10}^{-08}\) | \(1.23\times {10}^{-07}\) | \(1.05\times {10}^{-11}\) | \(3.25\times {10}^{-06}\) | |
WOA | \(2.59\times {10}^{-42}\) | \(1.89\times {10}^{-28}\) | \(9.55\times {10}^{-09}\) | 0.0 | 0.0 | \(4.47\times {10}^{-15}\) | |
PSO | 145.4 | 8.23 | 2127.06 | 124.77 | 2.43 | 4.58 | |
BOA | \(3.01\times {10}^{-8}\) | 4.02 | \(2.9\times {10}^{-08}\) | 0.05 | \(4.48\times {10}^{-08}\) | \(1.18\times {10}^{-06}\) | |
Standard Deviation | ISSA | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
SSA | \(1.45\times {10}^{-9}\) | \(1.57\times {10}^{-05}\) | \(3.14\times {10}^{-07}\) | \(8.04\times {10}^{-07}\) | \(5.4\times {10}^{-11}\) | \(1.8\times {10}^{-05}\) | |
WOA | \(1.37\times {10}^{-41}\) | \(5.01\times {10}^{-28}\) | \(4.07\times {10}^{-08}\) | 0.0 | 0.0 | \(1.21\times {10}^{-15}\) | |
PSO | 61.71 | 4.58 | 720.03 | 27.05 | 0.66 | 0.57 | |
BOA | \(9.82\times {10}^{-10}\) | \(7.18\times {10}^{-07}\) | \(1.68\times {10}^{-09}\) | 0.18 | \(4.21\times {10}^{-09}\) | \(3.49\times {10}^{-08}\) | |
Fitness Value | ISSA | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | \(4.44\times {10}^{-16}\) |
SSA | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | \(4.44\times {10}^{-16}\) | |
WOA | \(9.65\times {10}^{-50}\) | \(4.57\times {10}^{-32}\) | \(1.65\times {10}^{-15}\) | 0.0 | 0.0 | \(3.99\times {10}^{-15}\) | |
PSO | 53.16 | 3.43 | 616.72 | 64.01 | 1.37 | 3.26 | |
BOA | \(2.88\times {10}^{-8}\) | \(2.93\times {10}^{-06}\) | \(2.51\times {10}^{-08}\) | \(1.53\times {10}^{-07}\) | \(3.65\times {10}^{-08}\) | \(1.11\times {10}^{-06}\) |
